Concepedia

Nonlinear Support Vector Machines

Nonlinear Support Vector Machines is a machine learning model that extends the support vector machine framework by employing kernel functions to enable the separation of nonlinearly separable data through implicit mapping into a higher-dimensional feature space.

689

Publications

47.8K

Citations

2.1K

Authors

813

Institutions

Publications per year

2017–2026

200

Parents

Publications

689

Practical selection of SVM parameters and noise estimation for SVM regression

Vladimir Cherkassky, Yunqian Ma · Neural Networks · 2003 · 2K citations

, , +17

Application of support vector machines in financial time series forecasting

Francis E. H. Tay, Lijuan Cao · Omega · 2001 · 1.3K citations

, , +14

Time Series Prediction Using Support Vector Machines: A Survey

Nicholas I. Sapankevych, Ravi Sankar · IEEE Computational Intelligence Magazine · 2009 · 1.1K citations

, , +16

Cutting-plane training of structural SVMs

Thorsten Joachims, Thomas Finley, Chun-Nam Yu · Machine Learning · 2009 · 980 citations · Full text

, , +14

Core Vector Machines: Fast SVM Training on Very Large Data Sets

Ivor W. Tsang, James T. Kwok, Pak-Ming Cheung · 2005 · 951 citations

, , +17

1–5 of 689

Authors

2.1K

  1. BS
    Bernhard Schölkopf

    Max Planck Institute for Intelligent Systems, Germany

    8 publications · 1.3K citations

    8

    h-index

  2. JA
    Johan A. K. Suykens

    KU Leuven, Belgium

    6 publications · 490 citations

    6

    h-index

  3. OL
    O. L. Mangasarian

    University of Wisconsin–Madison, United States

    6 publications · 1.7K citations

    6

    h-index

  4. XL
    Xinjiang Lu

    Central South University, China

    6 publications · 252 citations

    6

    h-index

  5. LJ
    Licheng Jiao

    Xidian University, China

    5 publications · 655 citations

    5

    h-index

1–5 of 2.1K

Institutions

813

  1. Centre National de la Recherche Scientifique

    Paris, France

    13 h-index

    35 publications

    2.6K citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    11 h-index

    22 publications

    1.5K citations

  3. Central South University

    Changsha, China

    10 h-index

    33 publications

    1.4K citations

  4. Chinese Academy of Sciences

    Beijing, China

    10 h-index

    21 publications

    442 citations

  5. Zhejiang University

    Hangzhou, China

    9 h-index

    17 publications

    333 citations

  6. Max Planck Institute for Biological Cybernetics

    Tübingen, Germany

    9 h-index

    18 publications

    3.1K citations

  7. Xidian University

    Xi'an, China

    8 h-index

    22 publications

    2.5K citations

  8. University of Wisconsin–Madison

    Madison, United States

    7 h-index

    15 publications

    4K citations

1–8 of 813

Venues

  1. Neurocomputing

    18 publications · 993 citations

    14

    h-index

  2. IEEE Transactions on Neural Networks

    13 publications · 1.2K citations

    12

    h-index

  3. Expert Systems with Applications

    12 publications · 859 citations

    12

    h-index

  4. Pattern Recognition

    11 publications · 571 citations

    11

    h-index

  5. Neural Networks

    7 publications · 2.8K citations

    7

    h-index

1–5